entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-9199-10"
socCode = "11-9199.10"
title = "Wind Energy Development Managers"
summary = "Lead or manage the development and evaluation of potential wind energy business opportunities, including environmental studies, permitting, and proposals. May also manage construction of projects."
aliases = ["Business Development Director", "Business Development Manager", "Development Director", "Development Manager", "Project Development Leader", "Renewable Project Management and Construction Director", "Energy Director", "Energy Project Director", "Environmental Projects Advisor", "Renewable Energy Civil Foreman", "Renewable Energy Field Coordinator", "Renewable Energy Project Handler"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 66.85

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 18.27

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 12.28

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 2.61

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 136550
meanWage = 149890
pct10Wage = 68860
pct25Wage = 100010
pct75Wage = 179190
pct90Wage = 227590
employment = 630980
areaTitle = "U.S."

[industries]
count = 64

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 94490
medianWage = 164060
lq = 2.14

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 50980
medianWage = 163830
lq = 4.43

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 46390
medianWage = 160640
lq = 0.89

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 44890
medianWage = 162780
lq = 1.76

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 38680
medianWage = 167740
lq = 3.25

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 32840
medianWage = 102450
lq = 0.59

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 32500
medianWage = 109990
lq = 0.88

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 31360
medianWage = 108810
lq = 0.33

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 25860
medianWage = 137780
lq = 1.05

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 19840
medianWage = 110040
lq = 0.6

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 19110
medianWage = 111320
lq = 1.05

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 13510
medianWage = 95720
lq = 0.21

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 370
lq = 9.11

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 1510
lq = 6.07

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 50980
lq = 4.43

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 7200
lq = 3.92

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 190
lq = 3.33

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 38680
lq = 3.25

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 410
lq = 2.7

[[industries.concentrated]]
naics = "813930"
slug = "813930"
title = "Labor Unions and Similar Labor Organizations"
level = "National industry"
employment = 1150
lq = 2.65

[aiOutlook]
teleworkable = true
usageRelease = "2026-01-15-v4-plus-2025-03-27-v2"

[aiOutlook.index]
value = 72
percentile = 73
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 72
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 95
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 49
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.25
percentile = 37
band = "Moderate"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.06666666666666667
beta = 0.5333333333333333
gamma = 1

[aiOutlook.bls]
growthPercent = 4.5
growthPercentile = 70
direction = "About average"
annualOpeningsThousands = 106.7
annualOpeningsPercentile = 95
employment2024Thousands = 1333.7
employment2034Thousands = 1393.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.9646872
percentile = 72
band = "High"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 1
percentile = 95
band = "High"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.145778869882199
percentile = 49
band = "Moderate"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Create wind energy project plans, including project scope, goals, tasks, resources, schedules, costs, contingencies, or other project information."
usagePercent = 0.002978525855658583
importance = 3.99

[[aiOutlook.usageTasks]]
task = "Provide verbal or written project status reports to project teams, management, subcontractors, customers, or owners."
usagePercent = 0.002156863550649319
importance = 3.81

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[aiPlaybook]
trustedTaskCount = 1
taskCount = 1
totalSample = 33
autonomyMedian = 4
workUsePercent = 51.52
collaboration = []
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.useCase]]
label = "work"
percent = 51.52

[[aiPlaybook.delegatedTasks]]
task = "Create wind energy project plans, including project scope, goals, tasks, resources, schedules, costs, contingencies, or other project information."
usagePercent = 0.003300412551568946
autonomyMedian = 4
sampleCount = 33

[[aiPlaybook.boundaryTasks]]
task = "Create wind energy project plans, including project scope, goals, tasks, resources, schedules, costs, contingencies, or other project information."
humanNeededPercent = 81.81818181818183
sampleCount = 33

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: create wind energy project plans, including project scope, goals, tasks, resources, schedules, costs, contingencies, or other project information"

[counts]
tasks = 15
skills = 39
capabilities = 120
tools = 13
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "540a974f7bd898f6"

[[tasks]]
text = "Coordinate or direct development, energy assessment, engineering, or construction activities to ensure that wind project needs and objectives are met."
type = "Core"
iwa = "4.A.4.b.4.i"

[[tasks]]
text = "Manage wind project costs to stay within budget limits."
type = "Core"
iwa = "4.A.4.b.4.h"

[[tasks]]
text = "Lead or support negotiations involving tax agreements or abatements, power purchase agreements, land use, or interconnection agreements."
type = "Core"
iwa = "4.A.4.a.7.b"

[[tasks]]
text = "Create wind energy project plans, including project scope, goals, tasks, resources, schedules, costs, contingencies, or other project information."
type = "Core"
iwa = "4.A.2.b.2.q"

[[tasks]]
text = "Supervise the work of subcontractors or consultants to ensure quality and conformance to specifications or budgets."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Develop scope of work for wind project functions, such as design, site assessment, environmental studies, surveying, or field support services."
type = "Core"
iwa = "4.A.2.b.2.q"

[[tasks]]
text = "Provide verbal or written project status reports to project teams, management, subcontractors, customers, or owners."
type = "Core"
iwa = "4.A.4.a.2.a"

[[tasks]]
text = "Update schedules, estimates, forecasts, or budgets for wind projects."
type = "Core"
iwa = "4.A.1.b.3.b"

[[tasks]]
text = "Prepare or assist in the preparation of applications for environmental, building, or other required permits."
type = "Core"
iwa = "4.A.3.b.6.m"

[[tasks]]
text = "Review or evaluate proposals or bids to make recommendations regarding awarding of contracts."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Manage site assessments or environmental studies for wind fields."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Prepare wind project documentation, including diagrams or layouts."
type = "Core"
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Supervise workers performing environmentally sustainable activities."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Prepare forms or applications."
iwa = "4.A.3.b.6.m"

[[activities]]
name = "Manage environmental sustainability projects."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Negotiate contracts for environmental remediation, green energy, or renewable resources."
iwa = "4.A.4.a.7.b"

[[activities]]
name = "Estimate green project costs."
iwa = "4.A.1.b.3.b"

[[activities]]
name = "Evaluate environmental or sustainability projects."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Communicate green energy production information."
iwa = "4.A.4.a.2.a"

[[activities]]
name = "Review documents or materials for compliance with policies or regulations."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Advise others on green energy or related technologies."
iwa = "4.A.4.b.6.c"

[[activities]]
name = "Document organizational or operational procedures."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Manage organizational or project budgets."
iwa = "4.A.4.b.4.h"

[[activities]]
name = "Develop operating strategies, plans, or procedures for green or sustainable operations."
iwa = "4.A.2.b.2.q"

[[activities]]
name = "Manage construction activities."
iwa = "4.A.4.b.4.i"

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.1

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.88

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.88

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.82

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 3.77

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.67

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.5

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.39

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.34

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.33

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.32

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Management of Financial Resources"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.12

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.12

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.04

[[skills]]
name = "Inductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Deductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Critical Thinking"
type = "Common Skill"

[[skills]]
name = "Writing"
type = "Common Skill"

[[skills]]
name = "Speech Recognition"
type = "Specialized Skill"

[[skills]]
name = "Reading Comprehension"
type = "Common Skill"

[[skills]]
name = "English Language"
type = "Common Skill"

[[skills]]
name = "Active Listening"
type = "Common Skill"

[[skills]]
name = "Social Perceptiveness"
type = "Common Skill"

[[skills]]
name = "Information Ordering"
type = "Specialized Skill"

[[skills]]
name = "Time Management"
type = "Common Skill"

[[skills]]
name = "Negotiation"
type = "Common Skill"

[[skills]]
name = "Complex Problem Solving"
type = "Common Skill"

[[skills]]
name = "Active Learning"
type = "Common Skill"

[[skills]]
name = "Mathematics"
type = "Common Skill"

[[skills]]
name = "Systems Analysis"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Word"
type = "Common Skill"

[[skills]]
name = "Microsoft Visio"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Project"
type = "Specialized Skill"

[[skills]]
name = "Microsoft PowerPoint"
type = "Common Skill"

[[skills]]
name = "Microsoft Outlook"
type = "Common Skill"

[[skills]]
name = "Microsoft Excel"
type = "Common Skill"

[[skills]]
name = "Geography"
type = "Specialized Skill"

[[skills]]
name = "Visualization"
type = "Specialized Skill"

[[skills]]
name = "Instructing"
type = "Specialized Skill"

[[skills]]
name = "Learning Strategies"
type = "Specialized Skill"

[[skills]]
name = "Physics"
type = "Specialized Skill"

[[skills]]
name = "Telecommunications"
type = "Specialized Skill"

[[skills]]
name = "Psychology"
type = "Specialized Skill"

[[skills]]
name = "Depth Perception"
type = "Common Skill"

[[skills]]
name = "Chemistry"
type = "Specialized Skill"

[[skills]]
name = "Biology"
type = "Specialized Skill"

[[skills]]
name = "Foreign Language"
type = "Common Skill"

[[skills]]
name = "Finger Dexterity"
type = "Common Skill"

[[skills]]
name = "Equipment Selection"
type = "Specialized Skill"

[[skills]]
name = "Equipment Maintenance"
type = "Specialized Skill"

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

[[skills]]
name = "Presentation Software"
type = "Specialized Skill"

[[skills]]
name = "Installation"
type = "Specialized Skill"

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[tools]]
example = "ESRI ArcGIS software"
category = "Geographic information system"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Project"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "Oracle Primavera Systems"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[tools]]
example = "Web conferencing software"
category = "Video conferencing software"
hot = false
inDemand = false

[[workContext]]
name = "Telephone Conversations"
value = 4.85

[[workContext]]
name = "E-Mail"
value = 4.85

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.69

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.43

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.35

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.24

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.2

[[workContext]]
name = "Spend Time Sitting"
value = 4.17

[[workContext]]
name = "Contact With Others"
value = 4

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.84

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.79

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.77

[[workContext]]
name = "Frequency of Decision Making"
value = 3.6

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.59

[[workContext]]
name = "Time Pressure"
value = 3.5

[[workContext]]
name = "Written Letters and Memos"
value = 3.4

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.33

[[workContext]]
name = "Level of Competition"
value = 3.24

[[workContext]]
name = "Conflict Situations"
value = 3.09

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.98

[[workContext]]
name = "Physical Proximity"
value = 2.76

[[workContext]]
name = "Public Speaking"
value = 2.75

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.47

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.46

[[workContext]]
name = "Consequence of Error"
value = 2.35

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.32

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.31

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.27

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.26

[[workContext]]
name = "Spend Time Standing"
value = 2.18

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.11

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.99

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.92

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.91

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.79

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.73

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.62

[[workContext]]
name = "Degree of Automation"
value = 1.55

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.45

[[workContext]]
name = "Exposed to Contaminants"
value = 1.43

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 6.71

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.82

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.86

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.44

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.38

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.66

[[relatedRoles]]
socCode = "11-9199.09"
slug = "role-11-9199-09"
title = "Wind Energy Operations Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2199.10"
slug = "role-17-2199-10"
title = "Wind Energy Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2199.03"
slug = "role-17-2199-03"
title = "Energy Engineers, Except Wind and Solar"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2199.11"
slug = "role-17-2199-11"
title = "Solar Energy Systems Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3051.06"
slug = "role-11-3051-06"
title = "Hydroelectric Production Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3051.02"
slug = "role-11-3051-02"
title = "Geothermal Production Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-1011.03"
slug = "role-47-1011-03"
title = "Solar Energy Installation Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9081.00"
slug = "role-49-9081-00"
title = "Wind Turbine Service Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1199.05"
slug = "role-13-1199-05"
title = "Sustainability Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9021.00"
slug = "role-11-9021-00"
title = "Construction Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-4011.01"
slug = "role-47-4011-01"
title = "Energy Auditors"
tier = "Supplemental"

[[relatedRoles]]
socCode = "11-1011.03"
slug = "role-11-1011-03"
title = "Chief Sustainability Officers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Arts, Entertainment, & Design"
slug = "arts-entertainment-design"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

[[studyPrograms]]
title = "Business, Management, Marketing, and Related Support Services"
slug = "business-management-marketing-and-related-support-services"

[[studyPrograms]]
title = "Communication, Journalism, and Related Programs"
slug = "communication-journalism-and-related-programs"

[[studyPrograms]]
title = "Computer and Information Sciences and Support Services"
slug = "computer-and-information-sciences-and-support-services"

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[studyPrograms]]
title = "History"
slug = "history"

[[studyPrograms]]
title = "Homeland Security, Law Enforcement, Firefighting and Related Protective Services"
slug = "homeland-security-law-enforcement-firefighting-and-related-protective-services"

[[studyPrograms]]
title = "Library Science"
slug = "library-science"

[[studyPrograms]]
title = "Multi/Interdisciplinary Studies"
slug = "multi-interdisciplinary-studies"

[[studyPrograms]]
title = "Natural Resources and Conservation"
slug = "natural-resources-and-conservation"

[[studyPrograms]]
title = "Psychology"
slug = "psychology"

[[studyPrograms]]
title = "Public Administration and Social Service Professions"
slug = "public-administration-and-social-service-professions"

[[studyPrograms]]
title = "Social Sciences"
slug = "social-sciences"

[[studyPrograms]]
title = "Theology and Religious Vocations"
slug = "theology-and-religious-vocations"

[[studyPrograms]]
title = "Visual and Performing Arts"
slug = "visual-and-performing-arts"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.25
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.9646872
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.9635357
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.9099647
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
